{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 156,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "#读取数据\n",
    "data=pd.read_csv('day.csv')\n",
    "#打印前五行数据\n",
    "# print(data.head())\n",
    "\n",
    "#打印出数据的信息\n",
    "# print(data.info())\n",
    "\n",
    "#查看是否有空值\n",
    "# data.isnull().sum()\n",
    "\n",
    "#1.训练数据和测试数据分割\n",
    "data_train=data[:366]\n",
    "data_test=data[366:]\n",
    "\n",
    "data_train_y=data_train['cnt']\n",
    "data_train_x=data_train.drop('cnt',axis=1)\n",
    "\n",
    "data_test_y=data_test['cnt']\n",
    "data_test_x=data_test.drop('cnt',axis=1)\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 157,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "g:\\software\\python3.6\\lib\\site-packages\\matplotlib\\axes\\_axes.py:6462: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n",
      "  warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#2.进行特征工程\n",
    "#2.1单边量分析（即特征分布）\n",
    "    #疑问点：知道特征分布后具体如何处理？？？？？\n",
    "    \n",
    "#2.1.1 cnt的总体分布状态\n",
    "    #疑问点：如何确定bins的个数？？？？？\n",
    "fig1=plt.figure()\n",
    "sns.distplot(data_train_y,bins=30,kde=True)\n",
    "plt.xlabel('cnt-Distribute',fontsize=12)\n",
    "\n",
    "\n",
    "#2.1.1 cnt的散点分布图\n",
    "fig2=plt.figure()\n",
    "plt.scatter(range(data_train_x.shape[0]),data_train_y)\n",
    "plt.title('Distribution of cnt')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 由上两个图可以看出： \n",
    "人数分布大多集中在4000-5000左右，与正态分布不太符合，并没有特别明显的分布状态，接下来我们继续进行单特征变量的分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 160,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#2.1.2 时间相关特征的探索\n",
    "\n",
    "#创建一块画布\n",
    "fig=plt.figure()\n",
    "\n",
    "#添加第一个子图\n",
    "ax1=fig.add_subplot(231)\n",
    "sns.countplot(data_train_x['season'])\n",
    "plt.xlabel('season',fontsize=12)\n",
    "\n",
    "ax2=fig.add_subplot(232)\n",
    "sns.countplot(data_train_x['mnth'])\n",
    "plt.xlabel('mnth',fontsize=12)\n",
    "\n",
    "ax3=fig.add_subplot(233)\n",
    "sns.countplot(data_train_x['weekday'])\n",
    "plt.xlabel('weekday',fontsize=12)\n",
    "\n",
    "ax4=fig.add_subplot(234)\n",
    "sns.countplot(data_train_x['workingday'])\n",
    "plt.xlabel('workingday',fontsize=12)\n",
    "\n",
    "ax5=fig.add_subplot(235)\n",
    "sns.countplot(data_train_x['holiday'])\n",
    "plt.xlabel('holiday',fontsize=12)\n",
    "\n",
    "ax6=fig.add_subplot(236)\n",
    "sns.countplot(data_train_x['dteday'])\n",
    "plt.xlabel('dteday')\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 161,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "g:\\software\\python3.6\\lib\\site-packages\\matplotlib\\axes\\_axes.py:6462: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n",
      "  warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n"
     ]
    },
    {
     "data": {
      "image/png": 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57bbbeOyxx2Z7yLuBtcHLHcC/xSOuuQoElIPN/Zy3tMDtUCKWnuqjPC+D+m5LEDNRVV5r7OO8au+e1xUlTteXV6e6RtqCKAUOisgO4HQBGFW9ISZRmYRwzTXXcOrUqdkeciNwb7DluU1ECkWkUlVb4hJghOq6hxkcm2TT0nz8AbejidyKkmzqLEHMqLlvlK6hcTZ7OEGEBs/rPNoSjDRBfCmWQZiktRRomPJzY/A2TyWI/U19AGxaWsDehj6Xo4nc8uIcXj7R6XYYnvVacOLB5upCDjb3uxxNeJlpKSzJz+RUIrcgVPW5WAeSDOq/cl5cjrP8i6/F5ThREK5DP+w4lojcgdMNxfLl89+Scz72N/eRnuJjbXlegiWIbH69e5TRCT+ZHu1jd9NrTX2k+oRzl+R5NkGA0xL06lhSpKU2BkSkP3gZFRG/iHj3HTde0Qgsm/JzNRB2Tp+q3q2qW1R1S1lZWVyCCznQ1M85S3ITYgX1VKH+68Yeb364uG1/Uz9rK/I8nzxrSnI8WzYlor8IVc1T1fzgJRO4CbCFcuZsHgI+IY7LgT6vjT+oKgea+9hY6d1+6pksL/F2/7WbVJX9TX1sqvL+yvjlJdl0Do4xODbpdihnmFc1V1X9nYh8PtrBmMRyyy238Oyzz9LZ2QmwWUQ+DaQBqOoPgUdwprgex5nm+im3Yp1Ja/8oPcMTbFzq/Q+S6VZ4fIDTTW39Y3QNjbMpAWam1QSnutZ3DbPBYwkt0oVyH5jyow9nXYStiVjk7r///tPXRWSfqt4z9f7g7KU74x3XXBxocnpKN3rsDzMSxTnp5GakujZFUkR+DLwXaFfVTa4EMYPXJx54/7xOneqakAkCeN+U65PAKZwpjMYkpNCeDE8dbkOAfY19HGn19vaP04kIy4tdner6E5yuZs9VVNjf3IcICVF88XSC8OCU5UhnMc25ayDctwsRKQYexKnpdAr4sKr2JNKKW5NcWnpHKclNJyPV2wOZM1lRks2R1gFXjq2qz4tIjSsHP4sDzf2sKs0hJ8P7e6LlZaZRkpPuyaJ9kc5iqhaR34pIu4i0icivRaT6LE/7CXDdtNs+DzylqmuBp4I/Q4KsuDXJp6VvhMoCb9bpicTykmwaeobxB7zZ4ysid4jIThHZ2dHREbfjHmjqY2OV98cfQmpKcziZqAkC+E+cGSlVOAudHg7eNiNVfR7onnbzjcBPg9d/Crx/yu33qmMbUCgilRHGZsy8jE746RmeoLIgMQr0hbOyJIcJv9LcO+J2KGG5MX25Z2ic5r7RhBpXqinJ8eRkg0jbX2WqOjUh/EREPjeP41WEpjmqaouIhKq8JcSKW5NcWvpGARK6BfF6sbchz5a0jrcDzaGJB95vQYTGwvpHJ2jtH+UnL50iPdXHRy+L72LRmUTagugUkY+LSErw8nGgK4pxzGnFrRtNVpN8Wvqcb92J3IKoKXWSglcXWrlhf3PizGAKCe3v0TU0dpZHxlekCeJ24MNAK863+g8yvzntbaGuo+C/7cHbE2LFrUkuLb2j5GSkkpfp/YHMmVTkZZKZ5qPOhf5rEbkf2AqsE5HG4DoY1+1v6qO6KMuT+yvMpDTX2S+7a3Dc5UjeKNIE8VXgk6papqrlOAnjS/M43kPAJ4PXPwn8fsrtnl5xa5JPS98IVQWZCb2ns88nrCh2p1SDqt6iqpWqmqaq1dPXwbjlQHM/mxKge2mqklwnmXUOJmYLYrOq9oR+UNVu4MLZnjDDt4tvANeKyDHg2uDP4Ky4rcVZcfsj4G/m9L8wZo4mAwHaBsYSunsppKY0m5OdibWGI1YGRic42TmUUN1LABmpKeRnpnouQUTatvaJSFEoSQTXM8z6XFW9ZYa73h7msZ5fcWuSS8fAGP6AJvQAdcjK0lyePtzOpD9AakpiFRyMttMD1AlQYmO60rwMOgYSM0H8M/CyiPwKZ/D4w8DXYhaVMTHW0huawZT4LYhVZc5U18aeEWpKc9wOx1WhEhuJtDtgSFluBnsbe/HSzs6RVnO9F6eCaxvQAXxAVX8Wy8CMiaXmvhHSUoTSvAy3Q1mw1WVOUvDiQqt429fYx9LCrNODvomkLC+D0YmAp6q6Rjx9Q1UPAgdjGIsxcdPcO8qS/Ex8CTxAHbKyNBeAEx2DvPXc8rM8Onndt72el453sqQg8/T6gkQSSmqdHprJtLg7LM2iFAioM4OpMPHHH8Cp6lqYnUbtIm9BjIz76RoaZ2mCnteyYGu2fWDU5Uhel7gTwI2Zp/ruYcYmAwmfIKZ+S87PTGPria7Tt3llJW48hXbWqy5KzBXlhVlppKf6aOv3zkC1tSDMohNaaVuVBDOYQsrzMmjv9843Tzc09AwjQHVRYp5XEaHCY+fREoRZdF5r7CPFJ1QUJN5A5kzK8zMZGvd7aoAz3hq6RyjLy/D8HtSzKc/PpM1DU10tQZgFeeyxx1i3bh3ApnDb0IrIbSLSISJ7gpc/j3+Ub/RaUx9L8jNJ9SXPr395sP/aa/Po40VVaewZZlmCdi+FVORlMDQ2SZdHFswlz1+IiTu/38+dd97Jo48+CnAAuEVENoR56IOqekHw8h/xjfKNVJXXmvoSdiBzJqEE0eah7ol4OtU1zNC4P+Er2lbkO+tyjrS5swnUdJYgzLzt2LGDNWvWsGrVKnAWUD6Ax7eiPdU1zMDoZNIliIKsNDJSfZ6aARNPO085W8+Etu9MVEuCCzcPBleEu80ShJm3pqYmli2bWoT39D4e090kIvtE5FcisizM/XGzp8EpKVZdnFwJQkSoyM+ktW+xJogestJSTk8VTVR5mWnkZaZagjCJb4aSANNvfBioUdXNwJO8vqPgG8Rrn4899b1kp6ecbsonk8qCTFr7Rz1VqiFedtZ1s7w4OykWPlYVZJ2uKeU2SxBm3qqrq2loaHjDTUzbx0NVu1Q1NOL2I+DicK8Vr30+9jT0srm6ICk+SKZbUpDJ6ESA3uEJt0OJq/aBUU50DLEySepQVRZmcrxjkNEJv9uhWIIw83fJJZdw7NgxTp48Cc6ugDfj7O1x2rS9xW8ADsUvwjcanfBzsKWfC5YVuRVCTIUq04Z2ylssttU64w+rypIjQVQVZOEPKAdb3G9FWIIw85aamspdd93Fu971LoCNwH+p6gER+YqI3BB82GdE5ICI7AU+A9zmUrjsbehlwq9cvCI5E8SS/EwEaF5k4xBbT3SRl5GaFKXbAZYHZ2K9Wt/rciSWIMwCXX/99Rw9ehRgv6p+DUBVv6iqDwWv/72qblTV81X1rap62K1Yd9Y5A9RbkjRBpKf6KMvLoKlncbUgXj7RySUri0nxJUe3YX5WGlUFmbxa33P2B8eYJQizaOw42c05FbkU5STOXsVztawom8ae4UUzUH2qc4i6rmHefE5y7U9/4Yoia0EYEy+T/gC763q4pKbY7VBiqro4i6FxP42LpBXx/DFnxts1SZYgLl5eRFPvCM297p5HSxBmUdjb2MfA2CRvWl3qdigxFapkuqfB/W+f8fDskQ6WFWdRk+AL5Ka7YnUJAC+f6HI1DksQZlF46XgnIvCm4B9eslqSn0l6iu/0yuJkNjQ2yYvHO3nH+gokyaYtr6vIozgnnZePd7oahyUIsyi8eKyTTVUFST3+AJDiE5aXZLP9ZPIniOePdjA+GeBdG5e4HUrU+XzCFatLePF4p6vjSZYgTNLrHR5nV30P15yT3N1LITUlORxuHaBnyDtbV8bCo/tbKcpOS9pZaW85p4z2gTH2N7m3HsIShEl6Tx9uxx9Qrt2QfN80w1kVXFG8/aS7/dexNDQ2yRMH27j+vEpSU5LzY+zt6yvwCfzpYKtrMSTnO2vMFE8cbKM8L4PNSwvcDiUulhVnk5eRyrNHYlfTym1/OtjKyISf918YrjZkcijOSefSlcU8ur/VtW4mSxAmqfWPTvDU4XbevWkJviRZSHU2KT7h6nNKeeZIe1Kuh7hvez3fe+o4RdlpHGkd4L7t9W/YnzuZ3HD+Uo63D7Kvsc+V41uCMEnt0ddaGJ8M8GcXVbsdSly9dV05bf3u9l/HSsfAGCc7h7i0pjgpiy5O9d7zK8lM8/HgzoazPzgGLEGYpPbAKw2sKs3h/OrF0b0U8o71FaSlCA/tbXI7lKh7+UQnKT7hoiQdnJ4qPzON95xXxW93N7ky6cAShElaexp6ebW+l1uvWJF08+TPpignnTefU85De5vxB5Knm6lzcIxddT1cuKyQvMw0t8OJizuuWcXIhJ+fbj0V92Onxv2IxsTJD589QV5GKh+8eHF1L4V84KKlPHmojacPt3Pthgq3w4mKu54+jj+gXLM2uUprTDd9TGVDZT7/9uwJPnbZirjummcJwiSlPQ29PHaglbevL+fhvS1uh+OKd26ooKogk3terE2KBHGyc4hfbK9jS00RpQm+tehcXbdxCd996ihff+QQ3/nIBXE7riWIJHPlv14Zl+O89N9eistx5mPCH+ALv32N3IxUrkry2kuzSU3x8akrV/K1Rw6xrbaLy1clbpmRQED5/K/3kZmWwtvXJ36ym6vSvAzefE45v321iXesr+A9myvP/qQosDEIk3S+9acjHGju54bzq8hIS3E7HFfdesUKqgoy+eofDjLhD7gdzrx9/5njbD/Zzf/7ng3kL5Kxh+nedm45Fywr5H/8ci+vxWnaqyUIk1R+8tJJ/v25Wj522XI2LZKFcbPJTEvhi+/bwIHmfr71+BG3w5mX3+xu5J+fOMr7L6jiQ1sW53gSOOtb7r71Yopz0vn4PdvZVRf7DYU8lSBE5DoROSIix0Xk827HY87uscceY926dQCbwp0zEckQkQeD53S7iNTEIo6hsUm++Pv9fOnhg7xzQwX/8L6NsThMQrpuUyUfu2w5//58Lf/61LGoLp6L5d/spD/A9546xn//r728aXUJ37hp86KbjTZdeX4mD9xxOYXZadxy9zbufv5ETFuGnhmDEJEU4PvAtUAj8IqIPKSqB92NzMzE7/dz55138sQTT7B69eoDwC1hztmngR5VXSMiNwP/BHwkGsdXVY61D/Loa638fHsdHQNjfPqqlXz+3eeSlqT1eebryzdsZGhskn9+4igvn+jizreu4fJVxQuqYxSrv9meoXGeONjGf7xYy9G2QW68oIp/umkzmYu8uzBkWXE2v/ubK/lfv97H1x85zH3b67n1ihretbHi9H4g0eKZBAFcChxX1VoAEXkAuBGwBOFRO3bsYM2aNaxatQpAgXDn7EbgS8HrvwLuEhHRCL/Gjk8G+Pojh/AHlMlAgJFxPwOjk7QPjHGqc4iBsUkArl5byg8/fjEXL4LFU/ORmuLjOx+5gEtWFvPtPx3l4/dsJzs9hbXluVTkZ5KflUZmmo+v3rhpLt/SF/Q3+50njtI9NM74ZIDhCT89Q+PUdw9T3z0MwNryXH748Yt418Yli77lMF1RTjp333oxTx1q565njvPVPxzkq384SGluBitLsynJySA3M5WMVB9pKT7ufOuaeU2P9VKCWApMXU/eCFw2/UEicgdwR/DHQRFZSMdqKTDnHTnkW59cwCGjEMM/RP2PZc4xyGcEoAjIF5E6YAXhz9np86qqkyLSB5RMP95Cz2sd8PN5ns84iWtsH4vwcYecf07H9rUzH7Jilqef9W92Aee1tA46n4zwwS7y1HmtA3aFuf3LZ8Y523k9zUsJItyn3hnfMlX1buDuqBxQZKeqbonGay3GGETkQ8C7VPXPgz/fypnnLG7n1Qvv5UySNLazntv5nlcvv19TJXucXuqobQSWTfm5Gmh2KRYTmUjO2enHiEgqUAAk/3Zni4P9zSY5LyWIV4C1IrJSRNKBm4GHXI7JzC6Sc/YQEOqT+yDwdKTjD8bz7G82yXmmiynYP/23wONACvBjVT0Q48NGpatqgRI2hpnOmYh8Bdipqg8B9wA/E5HjOC2Hm6MVdBheeC9nknSxxfhv1svv11RJHafYlzljjDHheKmLyRhjjIdYgjDGGBPWokwQIvJjEWkXkf0uxrBMRJ4RkUMickBEPutCDJkiskNE9gZj+HK8Y5iPs5V3iFd5j3nGdpuIdIjInuDlz+MY26y/9+L4XjD2fSJyURxi8uy5nBaHZ8/rlBgEomzBAAAgAElEQVSif35VddFdgGuAi4D9LsZQCVwUvJ4HHAU2xDkGAXKD19OA7cDlbp+fs8ScApwAVgHpwN7p7xvwN8APg9dvBh70UGy3AXe59N7N+nsPXA88Gvy9uBzY7oH3y5VzmUjnNZbnd1G2IFT1eVyei6+qLaq6O3h9AGdR69I4x6CqOhj8MS148fqshdPlHVR1nNfLe0x1I/DT4PVfAW+X+NRqiCQ210Twe38jcG/w92IbUCgisdx4wMvncipPn9eQWJzfRZkgvCbYbL4Q5xt8vI+dIiJ7gHbgCVWNewxzFK68w/TE+obyHkCovIcXYgO4KdjE/5WILAtzv1sijT+ex3PrXIaNISjRzmvInM+vJQiXiUgu8Gvgc6raH+/jq6pfVS/AWQV7qYhsincMcxRJ6Y6IynvEQCTHfRioUdXNwJO8/u3YC+L9vnn5XM41Bi+f15A5v5eWIFwkImk4yeEXqvobN2NR1V7gWeA6N+OIgJfLe5w1NlXtUtWx4I8/Ai6OQ1yRinfpDC+fy7AxBCXaeQ2Z8/m1BOGSYD/qPcAhVf22SzGUiUhh8HoW8A7gsBuxzIGXy3ucNbZpfb43cLqgqic8BHwiONvlcqBPVVtieDwvn8upEv28hsz9/Lo56u7iaP/9QAswgZNVP+1CDFfhNO/2AXuCl+vjHMNm4NVgDPuBL7p9biKM+3qcWV8ngC8Eb/sKcEPweibwS+A4sANY5aHY/hE4gDMT5hng3DjGdsbvPfBXwF8F7xecDYBOAK8BWzzwfrl2LhPlvMby/FqpDWOMMWFZF5MxxpiwLEEYY4wJyxKEMcaYsDyzH8R8lJaWak1NjdthGGDXrl2dqloWjdey8+od0TyvJvEkdIKoqalh586dbodhABGpi9Zr2Xn1jmieV5N4rIvJGGNMWJYgjDGLWrBU94tux+FFliCMMcaEldBjEIvRfdvr3/DzRy9b7lIki4+994ktuNHPXwDlOFVNv4BTWuaHQJqIDAKTqlooIhnA14APAxnAb4H/R1VHROQtwM+B7wH/A/ADfw2MA98FSoFvqerXg8f9ErAp+LjrgWPAp1R1bxz+2wtiLQhjzGJxArgap+Dfl3E+5HtxylFsVdVcVS0MPvafgHOAC4A1OGWxvzjltZbglAEJ3f4j4OM4RfquBr4oIqumPP5GnJIhxcB9wO+CxTo9zRKEMWZRUNVfqmqzqgZU9UGcb/KXTn9csJDmX+C0GLrV2dDr6zhF+kImgK+p6gTOBkKlwL+o6oCqHsCpy7R5yuN3qeqvgo//Nk5yuTwG/82osi4mY8yiICKfAP47UBO8KRfng90/7aFlQDawa8rmdYKz9WhIl6qGnjcS/Ldtyv0jwdcPOb1Rj6oGRKQRqJrXfySOLEEkoIAqnYNjFGR5voVqjCeIyAqcbqC343Qn+YM7KQpnbprTifMBv1FVm6IUwul9GETER+z32ogKSxAJpmNgjAdeqaelb5Ts9BSuXFPKORV5bodljNfl4CSCDgAR+RTOwDE43/yrRSRdVceD3/B/BHxHRP5WVdtFZCmwSVUfn+fxLxaRD+DsyfAZYAzYtpD/UDzYGEQCOdExyN0v1NI/Osl7N1eSIsJf/XwXgYCVbDdmNqp6EPhnYCtOQjgPeCl499M4YwatItIZvO1/4+xBsU1E+nG2EV23gBB+D3wE6AFuBT4QHI/wNGtBJIiuwTE++eMdANxx9SrK8jLIyUjlwVcaePF4J9ecY+VyjJmNqn4BZ2prOO+Z9thR4P8EL9Nf51mcLqLQz5NM2+9ZVa+a9rRRVf343KN2l7UgEoA/oPztfa/SMTDGJ69YQVleBgAbK/Mpzkk/Y36+McZEg7UgEsDdz9eytbaLb35wMxP+17uTUlN8rCnP5ekj7fxsax0pPrHFW8aYqLEE4XF3PX2c7zx5lI1V+YxPBpgy7Q6A1WW57DjZTVPvCMuLs12KMjnMtlJ6YHSC/U19DIxOUF2UzTJ7r02EVPVLbscwX5YgPO7xA634BN67ueqM5ACwsjQHgNqOQUsQUaaqvNrQy/3b63l4XzOjE4HT9125usRaaybpWYLwsOPtg+xv6uPN55TNuOYhNyOV8rwMTnUNxTm65FbfPcz7f/Ayext6yU5P4c8urCY3I5WS3HSePtzOSye6+OXOBj60ZdnZX8yYBGUJwsP+44VaUnzCm9aUzvq46qIsjrYNximq5HeguY/7d9RTkZ/JV9+/iT+7cCm5Gamnu6BuOL+Klt4R/r8/HmJkwk+qz5nrYS0Kk2wsQXhM6ENodMLPr3c3csGyQnIzZj9NlQVZ7K7vZWDU89OqPa97aJwHX2lgaWEWf/zs1eRnntly84nw9vUV/OTlU+xt6OPiFUUuRGpM7Nk0V4/a09DLhF+5dGXxWR9bVZgFQHPvaKzDSnqP7m/BJ8JHL1sRNjmErC3PpTgnnb2NvXGMzpj4sgThUbvre1iSn8nS4If/bCoLMgFo6Rs5yyPNbLqHxjnQ3M9Va0vPWudKRDhvaQG1HYMMjU3GKUJj4ssShAd1DIzR2DPChcsLw85cmi4zLYWi7DRa+60FsRA767oR4JKas7faAM5bWkBA4UjrQGwDM8YlNgbhQXsaehHg/OrCsz42pDwvk46BsdgFleRUlb0NvaytyD3dejjbCvUlBZnkpKdwomOQi2wcwiQha0F4jKqyt7GX1WW55M+hnHdZXgYdA2P4rXDfvJzoGKJneIL1lfkRP8cnwsqyXGo7h1C1990kH88kCBFZJiLPiMghETkgIp91OyY3NHQP0z00zvnLIm89AJTnZTAZUJp6bBxiPp490g4w59Lpq0pz6BuZoHtoPBZhGeMqzyQIYBL4O1Vdj7MV350issHlmOLu1YZeUn3CxqrIv8kCpwv4He+w/vD5eOFYJ2W5GRRlp8/peaGV7HVdw7EIyxhXeSZBqGqLqu4OXh8ADuFsCL5ojE362dfYx4aqfDLTUs7+hCnK85yZTMfbbcHcXAUCyu66ntMf9nNRlpdBRqqPhh5LECb5eCZBTCUiNcCFwHZ3I4mvJw+2MzLh5+Llcx/wzEpPISc9hZOd3iy5ISIpIvKqiPzB7VimO9o+wMDYJCtK5l7LyifC0qIsGq1rzyQhzyUIEckFfg18TlX7w9x/h4jsFJGdHR0d8Q8whu7fUU9hVhqry3PP/uAwSnMzqO3wZoIAPovTKvScXXU9APMudrisKJuWvhFGJ/xnf7AxCcRTCUJE0nCSwy9U9TfhHqOqd6vqFlXdUlaWPLuoneoc4sXjnWypKcYXwdqHcEpzMzzZghCRapwdu/7D7VjC2V3XS0lOOsU5cxt/CKkuyiKgcKjljO8zxiQ0zyQIcVaE3QMcUtVvux1PvP1sWx2pPmHLAubTl+am0z4wxqD3VvZ+F/hfQGCmB7jZMjzQ3Mfm6oKIFiWGU1WQFXwdSxAmuXgmQQBX4mzm/TYR2RO8XO92UPEwPD7Jf+1s4N3nVc5p7cN0JbnOTKZTHmpFiMh7gXZV3TXb49xqGY5O+DnWPsimpQXzfo3C7DSy0lI4aC0Ik2Q8s5JaVV9k2sbfi8F92+t55WQ3A6OTVAVrKs1XaTBBnOhY2AdelF0J3BBM9plAvoj83CsbuB9uHcAfUDZWFcx7LYOIUFmQaS0Ik3S81IJYlFSV7Se7WJKfueAd4Upy0xGBU53emXKpqn+vqtWqWgPcDDztleRw3/Z6/vOlk4CTVBeiqjCLwy39TPpn7EUzJuFYgnBZc98ozX2jXLqyeN594CFpKT6qCrI42WlrISLV0jtKVloKhQvo2gOnou7YZMB29jNJxRKEy/bU95DiEzZXR6dLaFVZDrUeGoOYSlWfVdX3uh3HVK39oywpyFxwcl4S7B482GIr2U3ysAThIn9A2dfYx7qKPLLTozMctLI0h5MdVjwuEgFVJ0HkL2zsB5wV1ak+4bANVJskYgnCRXsaehgYm+S8KLUewCkeNzA2SeegFY87m97hCcYnA6e//S9Eqs/HmvJcDtveECaJWIJw0ZOH2vEJnFM+twqis1lZ5qzCrl3goOti0BrcgS8aLQiAc5fk2WI5k1QsQbjo6UPt1JTkkJU+t8J8s1ld5hScO+Hdkhue0do/igAVUUoQ6yvzaekbpXfYWm8mOViCcEnn4BhH2gZYO8f9B86mqiCLrLQUq+oagdb+MYpy0klPjc6fwbnBzYYO2UC1SRKWIFyyrbYLcMYMosnnE9aU53Ks3T6kzqatfzRqrQeA9UucZH+41bqZTHKwBOGSbbVd5KSnUFWYFfXXXlueay2Isxib9NM1OMaS/IyovWZZXgYlOekcthaESRKeKbWxWNy3vR6APx1oo6owixRf9KuLrKnI5TevNjEwOkFe5sIWgCWrE+1DBDR64w8A9+9ooDA7jRePd0btNY1xk7UgXDA24adjYGzBpTVmsjY4K+pom7UiZnKkzekGimaCAKgsyKKtf9RKbpikYAnCBY29IyiwLEYJYn2lkyCsuujMDrcOkOKT0wUOo6WyIJPJgHp2Nbsxc2EJwgWh7SmrYzD+cN/2ep470kFWWgoP7WmO+usni8MtA5TnZUS9i68yeE4PWmVXkwQsQbigsWeY4px0sjNiMwQUKj/d0mf7JM/kSOtA1LuXAMpynZIb1nozycAShAuae0diMntpqqrCLFr7rC88nN7h8ajVYJouxSdU5GdyoLkv6q9tTLxZgoizkXE/PcMTC94c6GyqCrOYDKjVBgoj9J5EowZTOFWFWbzW2GcFE03CswQRZ639o4Az2yWWakqcAfCdp7pjepxEFKqXFKsEUV2YRf/oJPXd3tm4yZj5sAQRZ6FxgcrC2LYgCrPTKchK45VTPTE9TiI61NJPSU46eTEaA1pa5CT/vY3WzWQSmyWIOGvpHSUnPSVmH05T1ZRks+NUt3V1THOwpZ8NVfkL3iRoJhX5maSn+nitsTcmr29MvFiCiLO2gejsYBaJVWW5dAw4RQGNY9If4GjbIOuDhfViIcUnbKzKZ0+DJQiT2CxBxFEgoFEvEDebdcHicU8dao/L8RLBiY4hxicDpxcTxspFy4vY19jH+KTNIjOJyxJEHDX0DDPh17gliPzMNKqLsnhgR/3pGlCL3WtNzrjAeUujt4tfOBctL2JsMmAbCJmEZgkijo6EplfGKUEAbKjMp6FnhO4h28QGYH9TH9npKawszY3pcS5aUQjArjqbJGASlyWIOAoliPK86Nb/mc0FywoRYHe9fVABPHO4nbLcDB58pSGmx6ksyGJpYRY762yasUlcliDi6Gj7IIXZaWSkRW+L0bMpzE5ndXkuu+p6Fv2qan9AaekbpaootmtQQi5bWcz2WptFZhKXpxKEiPxYRNpFZL/bscTCsbYBKvLi170UcmlNMX0jEzx1eHEPVp/oGGTcH2BpjMuchFy+qoSuoXHbvMkkLE8lCOAnwHVuBxELk/4AtR1DlEdxB7NIra/MpyArjZ++fCruxwYQkWUi8oyIHBKRAyLyWTfiCE07XVYUmzLr012+qgSArcHtZY1JNJ5KEKr6PJCUnbZ13cOM+wOUu9CCSPEJl60s5uUTXRxzZ03EJPB3qroeuBy4U0Q2xDuIvQ29ZKb5KMlNj8vxlhVnUV2UxQvHbIc5k5g8lSCS2bHg7m4VLrQgALbUFJOe6uNn2+rifmxVbVHV3cHrA8AhYGm849jT0Et1YTa+OCxSBKfs+jXnlLH1RJethzAJKeEShIjcISI7RWRnR0eH2+FELPTNvSyOM5imys1I5d2blvC7V5sYnfC7EgOAiNQAFwLb43nckXE/R1oHqI7TAHXIm88pY3Bs0maRmYSUcAlCVe9W1S2quqWsrMztcCJ2tH2Q6qIsMlLjN4NpupKcDPpHJ/ni7w+4snBORHKBXwOfU9X+affFNPHvbexlMqAsL4nP+EPIm1aXkJYiPL3IJwiYxJRwCSJRHW0d4JyK2JZ3OJtVZTkUZKWx14UaQSKShpMcfqGqv5l+f6wTf+gb/PI4DVDft91Zvf7w3hZqSnJ4/ECrTXc1CcdTCUJE7ge2AutEpFFEPu12TNEw4Q9Q2znI2orYrt49G58I5y0t4Hj7ICPj8etmEqcy4T3AIVX9dtwOPMXuuh5WleXEbJvX2Wyoyqeua5ijbTbd1SQWTyUIVb1FVStVNU1Vq1X1Hrdjioa6riEm/Mo6l1sQAJurC/CrxnvP5CuBW4G3icie4OX6eB1cVdlV18PFy4vidcg3WF+Zjwg88lqLK8c3Zr48lSCSVeibo9tdTABLC7MoyEqLaxE5VX1RVUVVN6vqBcHLI/E6/omOQXqGJ7ikpjheh3yD/Mw0Ll9ZwsP7mq2bySQUSxBxcLilH5/AmnJ3u5jAmXq5bkkex9sHXZ3NFE87TjrjD1tq3GlBALzv/CpqO4bY32TVXU3isAQRB4dbB1hZmkNmHGswzWb9kjzG/QG2n0zKNYln2Hmqm9LcdFaW5rgWw8i4n1Sf8LVHDlnpdZMwLEHEwc66HrLTUz3zwbCqLJdUn/DckcRZR7IQ2092s2VFcVx28ZtJVnoKG6ry2dvQy8QiL5poEocliBgbGpuke2g8bpsERSItxUdNaQ4vHEv+BNHYM0xT7wiXrXJn/GGqLSuKGZnwn960yBivswQRY4eDe0BUFngnQQCsLc/lWPsgzb0jbocSU9trnW60y1aWuBwJrC7LoTQ3g21WvM8kCEsQMbY/+G2xKk4lpiMVGjB/6XhyF5K7b0c9mWk+dtf3uN7FJyJcsaqYxp4Rdp5aHOM/JrFZgoix15r6yMlIJT8z/gu0ZrMkP5PS3PSkTxAnO4dYWZobtwJ9Z3PximKy0lL49+dr3Q7FmLOyBBFj+5v6WFqY6eoAaTgiwpVrSnnxeFfSzs1v6nX24l7l4uyl6dJTfVyxuoQnDrZxsNmmvBpvswQRQ6MTfo61D8ZtB7O5unJNKZ2DYxxxZ4+ImNt6wunrX1XmnQQBcOXqUvIyU/nOk0fdDsWYWVmCiKF9jX34A0p1nArEzdWVa0oBeDFJN7R5+UQn2ekpnppBBs6U17+8ZhVPHGzjFRuLMB5mCSKGQn/8K4q9mSCWFmaxqjQnKcchVJUXj3Wyusw74w9T5WakkZ+Zyuce2MPPXdjEyZhIWIKIoZ2nullbnutKBdFIXbmmlO0nu5Nux7Pj7YO0D4x5orxJOOmpPt61cQlNvSPsqrPNhIw3WYKIEX/AqSC6xaUCcZG6am0pw+P+pPuQCu0DvbrMmwkC4IJlhdSUZPP4gVZ6hsbdDseYM1iCiJG9jb30j05yuQdW8M7kvu31NPWM4BP44XMn3A4nqp472sHK0hyKc9LdDmVGIsINFyxldMLPPz56yO1wjDmDJYgYeeZwOz5x9iT2ssy0FJYX55zeMzsZjE742Vbb5fn3Hpz1KFetKeW/djbagLXxHEsQMfL04XYuXlFEYbZ3v8GGrKvIpblvlNa+UbdDiYqttV2MTQZ4yzrvJwiAt51bwdLCLP7vb/dbIT/jKZYgYuB4+wAHmvt554YlbocSkXMr8wF46nCby5FExxMH28hOT+HyVe7XX4pEeqqPf3jfBo60DfDjF0+6HY4xp1mCiIFf7mokxSfceGGV26FEpDwvg+KcdJ44mPgJIhBQnjjYxlvWlXlm/41IvHPjEt6xvpzvPnmMpiQvoGgShyWIKBsen+SXOxt567pyyvO8tUBrJiLChsp8Xj7eRd/IhNvhLMirDT10DIzxro2J0Xqb6ks3bATgH36/P2nLn5jEYgkiyu7dWkf30Dh//ZbVbocyJ5urCxj3B3h8f6vboSzIb19tIjPNx9vOLXc7lDm5b3s9zx/t5C3rynjyUDsP72txOyRj8O4KrgQSKiPdNzLBd588ylvWlXHxCvf2P56PpYVZrCjJ5nd7mvjwJcvcDmdexicD/HpXE+dU5PHw3sT8gH3T6lJea+rjH36/n8tXFlPusTIhZnGxFkSUBFT59e5GAqp85YZNboczZyLCTRdV8/KJLk52Drkdzrw8ur+FkQk/Fy1PrOQ8VYpP+ODF1YxOBPjcg3uYtFlNxkWWIKLkiYNtHG8f5L3nVbG8xJu1l87m5kuWkeoTfpGAtYFUlR+/eJLS3HTPlteIVHleJl+5cSMvn+jiSw8fsPEI4xpLEFHwyslunjvawSU1RWypSdxvr+X5mbx3cyX37aina3DM7XDm5Pljnext7ONNq0s9WZxvrj60ZRl3XLOKn2+r58sPH8QfsCRh4s8SxAL9Zncjv9vTxDkVudxw/lLPbQw0V//t7WsZnfDzvaeOuR1KxMYnA/zjI4dYXpzNlgQb+5nJfdvrWVGczZWrS/jJy6e49Z7tNHQPux2WWWQ8NUgtItcB/wKkAP+hqt9wOaQZBQLKD58/wTcfP8LKshw+eukKUnxOcnB77+OFWF2Wy8cvX8G92+p493mVUVtsFstz+83HD3O4dYAffWILHQOJ1fKZjYjwns1VVORn8od9LbzlW89y6cpirlpTyp1vXeN2eGYR8EyCEJEU4PvAtUAj8IqIPKSqB92N7HWqSkvfKNtPdvGTl06xt7GP926u5JKaYtJSkqcx9r+vO5cXjnXylz/bxc8+fSmbqwsX9HqxOrf+gPIvTx3jRy+c5NbLV3DthoqETs4z2VJTzNqKPJ481Mb22i6213axv6mPj162nDetLj39xcSYaPNMggAuBY6rai2AiDwA3AjM+UMkEFCGJ/z0DI3T3DtCXfcwtR1DNHQP0zEwRnPfCOmpPvIz0yjOSeeG86uoKsyiICsNERgYnaStf5RTXUPUdgzxyqlu+kYmGBidPN0XvKw4i3/+0Pl84KKl3L+jIZrvg+tyMlL56acu5ea7t/LBf9vKLZcu493nVbK2PJfC7PT5fCBF5dz6A8rA6ARNvSPsruvhvh0NHGrp56aLqk8vMktWBVlp3HRRNW8/t5xttV1sre3i0f2tlOZmcM3aUjZU5VOSm44/AE8fanN+X8cmGZ3wU5GfSV5mKuV5mSwvzmZFSTZVhVmU5maQn5VKeoov4btGTWx4KUEsBaZ+0jYCl0X65P1NfXzwhy8TCMB4mKmBaSnCsqJsyvIyyEpLYWwywKnOIfY29PL04fYZX7c8L4Ps9FRqSnLIz0ylMDud269ayXlLC5L6m9vykmz++Jmr+fojh/jF9np+uvX1mU0bq/L542eunsvLzfvcjoz7ufCrf8IfUCb8bxyoXVuey/duuZD3ba5cNB9whdnpXLepkrs/sYWnDrXzyP4Wnj/WyW9ebXrD49JShPzMNLLSUxgYnaS5d4TnjnQwNO4/4zVFIM3nIz3Vx/4vvyte/xWTALyUIML9hZ8xdUNE7gDuCP44KCJHIj3A8devlgIR7bMZbsLnv0Z6wMhFHE8sfez1q7PGUwfIZ8+4ecUsL33Wczuf81oHPOlc9cT7F+SlWGCO8chXzrhptvNqkpyXEkQjMHUJbzXQPP1Bqno3cPdCDiQiO1V1y0JeI5oWQTxnPbcLOa9eev+8FAt4Lx6TWLw0svoKsFZEVopIOnAz8JDLMZnosHNrTALyTAtCVSdF5G+Bx3GmQv5YVQ+4HJaJAju3xiQmzyQIAFV9BHgkDodaUBdVDCR9PDE+t156/7wUC3gvHpNAxOq8GGOMCcdLYxDGGGM8JKkThIhcJyJHROS4iHw+zP0ZIvJg8P7tIlLjcjy3iUiHiOwJXv48hrH8WETaRWT/DPeLiHwvGOs+EbkoVrHMEuO8z5+I/H3w9iMiEpXJ/RHE899F5GDw/XpKRFZMuc8/5bxGZYB+Ib9PIvJJETkWvHwyGvGYJKSqSXnBGQw9AawC0oG9wIZpj/kb4IfB6zcDD7ocz23AXXF6f64BLgL2z3D/9cCjOGsYLge2J8r5AzYEH58BrAy+Tkoc4nkrkB28/tdTf5+AQa/8PgHFQG3w36Lg9aJ4nl+7JMYlmVsQp8s7qOo4ECrvMNWNwE+D138FvF1ityQ3knjiRlWfB7pneciNwL3q2AYUikhlfKIDFnb+bgQeUNUxVT2Js0by0ljHo6rPqGqo5Oo2nPUesbKQ36d3AU+oareq9gBPANfFKE6TwJI5QYQr77B0pseo6iTQB0SnfOn84gG4KdhF8SsRcXPvz0jjdfP4M52/WMQ+19f8NE4LLCRTRHaKyDYRef8CY5lLPOF+n9w+tyZBJHOCiKR0R0TlPaIkkmM9DNSo6macKhI/PfMpcRPP92a+x5/pMbGIPeLXFJGPA1uAb065ebk6K5o/CnxXRFbHIZ6Zfp/cPrcmQSRzgoikdMfpx4hIKlDA7N0uMY1HVbtUNbShwY+Ai2MUSyQiKn3i8vFnOn+xiD2i1xSRdwBfAG6Yci5R1ebgv7XAs8CFsY5nlt8nt8+tSRDJnCAiKe/wEBCawfFB4GlVjdU3qbPGM62P/wbgUIxiicRDwCeCs5kuB/pUtSWOx1/I+XsIuDk4y2klsBbYEet4RORC4N9xkkP7lNuLRCQjeL0UuJJ5lLGfRzwz/T49DrwzGFcR8M7gbca8kduj5LG84MzEOYoz2+MLwdu+gvMHDJAJ/BJnEHMHsMrleP4ROIAzI+UZ4NwYxnI/0AJM4Hyj/DTwV8BfBe8XnE1+TgCvAVsS6fzhfIs/ARwB3h2neJ4E2oA9wctDwdvfFHwP9wb//bTbv0/A7cH37TjwqXifW7skxsVWUhtjjAkrmbuYjDHGLIAlCGOMMWFZgjDGGBOWJQhjjDFhWYIwxhgTliWIKBORU8HFUiZBiMigiKya53OfjWXV3bkKVnB90e04THLw1I5yxrhBVXPdjsEYL7IWhDHGmLAsQcTGBcEKmn3BDW0ywzX9RURFZE3w+k9E5Aci8miwy+MlEVkiIt8VkR4RORws5WAiJCKfEpGHp/x8XET+a8rPDSJyQZjz8H0R+aOIDAQ3Ilo95TnXBs9Fn4jcxWj7jv4AAAOWSURBVJTCdyKyRkSeC97XKSIPTrlPReQzIlIbvO+bIuKbcv/tInIoeK4fn7bZ0Lki8oSIdAc3CPrwlPtKROQhEekXkR3AQosAGnOaJYjY+DBOff2VwGacjVsifd7/BUqBMWArsDv486+Ab0c70CT3HHC1iPiCdYnScOogERxzyAX2hXneLcCXcTbTOQ58LficUuDXvH6OToReL+irwJ+Cz6sG/nXa6/4ZTpXXi3D2brg9+LrvB/4P8AGgDHgBpxQKIpKDs1/DfUB5MLYfiMjG4Gt+HxgFKoOvd3vkb48xs7MEERvfU9VmVe3GKbl8QYTP+62q7lLVUeC3wKiq3quqfuBBFl4BdFFRp3LqAM77/2acgnRNInJu8OcXVDUQ5qm/UdUd6uwx8QteP3/XAwdV9VeqOgF8F2id8rwJYAVQpaqjqjp9sPif1Nmkpz743FuCt/8l8I+qeih4zK/jtEJXAO8FTqnqf6rqpKruxklSHxSRFOAm4IuqOqSq+3G3RLxJMpYgYmPqh8YwzjfVSLRNuT4S5mcbTJ2754C34Gyx+hxOqe03By/PzfCcmc5fFVM22lGnkNnUjXf+F06X0w4ROSAi07/NT31sXfD1wEkq/yIivSLSi1OyXHA28VkBXBa6L3j/x4AlOK2N1DCva0xU2Cym+BkCskM/iMgSF2NZTJ4D3ofT3fd1IPQBewVw1xxfq4Up+yiIiEz9WVVbgb8I3ncV8KSIPK+qx4MPWYZTXRVgOa/vwdAAfE1VfzH9gMFWxHOqem2Y+1KAyeDrHp7yusZEhbUg4mcvsDE4KJoJfMnleBaL54C3Almq2ojTv38dztakr87xtf6Icw4/IM4GRZ/B+SYPgIh8SERC+1D34OzS5p/y/P8Z3INhGfBZnG5DgB8Cfx8aVxCRAhH5UPC+PwDniMitIpIWvFwiIuuDXY+/Ab4kItkisoHX98cwZsEsQcSJqh7FqdX/JHAMsMVMcRB83wdxEgOq2g/UAi8FP2Dn8lqdwIeAbwBdOBsRvTTlIZcA20VkEGfzns+q6skp9/8e2IWzV8QfgXuCr/tb4J+AB0SkH9gPvDt43wDOhj4347Q4WoOPzQi+5t/idIG1Aj8B/nMu/ydjZmP7QRgTByKiwNop3U3GeJ61IIwxxoRlCcIYY0xY1sVkjDEmLGtBGGOMCcsShDHGmLAsQRhjjAnLEoQxxpiwLEEYY4wJyxKEMcaYsP5/+aIU5Xcx0UoAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#2.1.3 其他特征的探索\n",
    "fig=plt.figure()\n",
    "\n",
    "ax1=fig.add_subplot(231)\n",
    "sns.countplot(data_train_x['weathersit'])\n",
    "plt.xlabel('weathersit',fontsize=12)\n",
    "\n",
    "ax2=fig.add_subplot(232)\n",
    "sns.distplot(data_train_x['temp'],bins=10,kde=True)\n",
    "plt.xlabel('temp',fontsize=12)\n",
    "\n",
    "ax3=fig.add_subplot(233)\n",
    "sns.distplot(data_train_x['atemp'])\n",
    "plt.xlabel('atemp',fontsize=12)\n",
    "\n",
    "ax4=fig.add_subplot(234)\n",
    "sns.distplot(data_train_x['hum'])\n",
    "plt.xlabel('hum',fontsize=12)\n",
    "\n",
    "ax5=fig.add_subplot(235)\n",
    "sns.distplot(data_train_x['windspeed'])\n",
    "plt.xlabel('windspeed',fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "g:\\software\\python3.6\\lib\\site-packages\\matplotlib\\axes\\_axes.py:6462: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n",
      "  warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#2.1.4 用户特征\n",
    "fig=plt.figure()\n",
    "\n",
    "ax1=fig.add_subplot(121)\n",
    "sns.distplot(data_train_x['casual'])\n",
    "plt.xlabel('casual')\n",
    "\n",
    "ax2=fig.add_subplot(122)\n",
    "sns.distplot(data_train_x['registered'])\n",
    "plt.xlabel('registerd')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(15, 15)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 936x648 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#2.2.2 两两特征之间的相关性\n",
    "\n",
    "#get the names of all the columns\n",
    "cols=data.columns\n",
    "\n",
    "#计算pearson相关系数，通常认为相关系数大于0.5的为强相关性\n",
    "data_train_corr=data_train.corr().abs()\n",
    "#打印出相关系数的维数\n",
    "print(data_train_corr.shape)\n",
    "\n",
    "plt.subplots(figsize=(13,9))\n",
    "sns.heatmap(data_train_corr,annot=True)\n",
    "\n",
    "#隐藏不重要的特征\n",
    "# sns.heatmap(data_train_corr,mask=data_train_corr<1,cbar=False)\n",
    "\n",
    "plt.savefig('pearson-coefficient')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 154,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[0.8153741447442632, 0, 1], [0.981410495021739, 0, 3], [0.8319543947332861, 1, 3], [0.5747598403001292, 1, 13], [0.5429378900588978, 1, 14], [0.5398805860403546, 6, 12], [0.5802937395046108, 7, 10], [0.9964531525702311, 8, 9], [0.5807104852032168, 8, 12], [0.6984868040638812, 8, 13], [0.7714863316824173, 8, 14], [0.5808978627211144, 9, 12], [0.703587897674681, 9, 13], [0.7754865473688308, 9, 14], [0.7076942942340883, 12, 14], [0.9289663992482768, 13, 14]]\n",
      "**************************************************\n",
      "[[0.9964531525702311, 8, 9], [0.981410495021739, 0, 3], [0.9289663992482768, 13, 14], [0.8319543947332861, 1, 3], [0.8153741447442632, 0, 1], [0.7754865473688308, 9, 14], [0.7714863316824173, 8, 14], [0.7076942942340883, 12, 14], [0.703587897674681, 9, 13], [0.6984868040638812, 8, 13], [0.5808978627211144, 9, 12], [0.5807104852032168, 8, 12], [0.5802937395046108, 7, 10], [0.5747598403001292, 1, 13], [0.5429378900588978, 1, 14], [0.5398805860403546, 6, 12]]\n",
      "weathersit and temp =1.00\n",
      "instant and yr =0.98\n",
      "casual and registered =0.93\n",
      "dteday and yr =0.83\n",
      "instant and dteday =0.82\n",
      "temp and registered =0.78\n",
      "weathersit and registered =0.77\n",
      "windspeed and registered =0.71\n",
      "temp and casual =0.70\n",
      "weathersit and casual =0.70\n",
      "temp and windspeed =0.58\n",
      "weathersit and windspeed =0.58\n",
      "workingday and atemp =0.58\n",
      "dteday and casual =0.57\n",
      "dteday and registered =0.54\n",
      "weekday and windspeed =0.54\n"
     ]
    }
   ],
   "source": [
    "#2.2.2 对上面的pearson系数图进行处理\n",
    "\n",
    "#设置阈值为0.5\n",
    "threshhold=0.5\n",
    "\n",
    "#定义列表用于收集系数大于0.5\n",
    "corr_list=[]\n",
    "\n",
    "size=data_train_corr.shape[0]\n",
    "\n",
    "for i in range(0,size):\n",
    "    for j in range(i+1,size):\n",
    "        if (data_train_corr.iloc[i,j]>threshhold and data_train_corr.iloc[i,j]<1):\n",
    "            corr_list.append([data_train_corr.iloc[i,j],i,j])\n",
    "\n",
    "#整理列表，从大到小排序\n",
    "# s_corr_list=sorted(corr_list,key=lambda x:abs(x[0]),reverse=True)\n",
    "s_corr_list=sorted(corr_list,key=lambda x:-abs(x[0]))\n",
    "\n",
    "print(corr_list)\n",
    "print('*'*50)\n",
    "print(s_corr_list)\n",
    "\n",
    "#打印出相关性和列名 \n",
    "for v,i,j in s_corr_list:\n",
    "    print(\"%s and %s =%.2f\"% (cols[i],cols[j],v))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 进行pearson相关系数后如何进行下一步处理呢？  \n",
    "自己的一点分析（还请老师补充）：\n",
    "1.显然instant的特征是无用的，应该舍弃\n",
    "2.dteday这个特征应该没有用，由于加上该特征出现could not convert string to float: '2011-12-31'的错误，因此自己把这个特征去了\n",
    "3.通过pearsons系数，可以看出cnt和casual与registered这两个特征相关性比较高，然后自己再从原始数据中看，发现cnt是这两个之和，因此觉得至少应该去掉一个特征casual。"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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 },
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